{"id":"W4416837822","doi":"10.59266/houjs.2025.898","title":"VĂN HOÁ THỊ GIÁC TRONG KỶ NGUYÊN AI: TIẾP CẬN LIÊN NGÀNH VÀ TÁI ĐỊNH VỊ VAI TRÒ NHÀ THIẾT KẾ ĐỒ HOẠ","year":2025,"lang":"","type":"article","venue":"Tạp chí Khoa học Trường Đại học Mở Hà Nội","topic":"Research studies in Vietnam","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Southeast asia; Nova scotia; Socialist republic","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.004248252,0.002943093,0.003155475,0.0009209355,0.004244101,0.001266935,0.006632265,0.001462143,0.01940247],"category_scores_gemma":[0.001967234,0.002877913,0.001680585,0.00466465,0.005389606,0.002387372,0.008127341,0.00473384,0.01297623],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004139557,"about_ca_system_score_gemma":0.0008179906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809977,"about_ca_topic_score_gemma":0.0009699279,"domain_scores_codex":[0.9782717,0.001565658,0.003244539,0.005121754,0.00531777,0.00647857],"domain_scores_gemma":[0.9897764,0.001519356,0.0009995571,0.00554175,0.0002783463,0.001884576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001606089,0.004857328,0.07717267,0.001979093,0.002981312,0.00128825,0.01380507,0.005159978,0.01638559,0.005975801,0.5721511,0.2966378],"study_design_scores_gemma":[0.009440918,0.002246628,0.2824521,0.001999369,0.00115828,0.0001073459,0.00483267,0.01106759,0.01079432,0.008908558,0.6614032,0.005589076],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2875888,0.02762922,0.004562604,0.05953824,0.01615165,0.01287606,0.001417722,0.001994829,0.5882409],"genre_scores_gemma":[0.8803149,0.01038892,0.001703699,0.004188684,0.001596116,0.0007228397,0.00009792764,0.0003684437,0.1006185],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5927261,"threshold_uncertainty_score":0.9998947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00972652464456981,"score_gpt":0.3183914875413295,"score_spread":0.3086649628967597,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}